Human Emotion Recognition using Machine LearningPooja ShettyDhanamma Jagli
Emotion Recognition from Human Speech Using Temporal Information and Deep Learning 原文链接:https://www.isca-speech.org/archive/Interspeech_2018/pdfs/1132.pdf 摘要 情绪识别是使机器具备同理心的一种重要技术,传统方法在提取各种声音特征方面做了许多工作和贡献,但是确都没有利用到短时信息。本文就是利用了...
the Leave-One-Subject-Out (LOSO) cross-validation procedure was applied to the training set using Support Vector Machine (SVM)-based pattern recognition93. Within the LOSO scheme, the training set was normalized by
D.Neiberg,K.Elenius,andK.Laskowski,“Emotionrecognition in spontaneous speech using GMMs,” in Ninth International Conference on Spoken Language Processing, 2006. A. Nogueiras, A. Moreno, A. Bonafonte, and J. B. Marin ̃o, “Speech emotion recognition using hidden markov models,” in Seven...
Emotion Recognition - Machine LearningRecognition, EmotionLearning, Machine
Researchers at the University of Texas at Arlington have recently explored the use of machine learning for emotion recognition based solely on paralinguistic information. Paralinguistics are aspects of spoken communication that do not involve words, such as pitch, volume, intonation, etc. ...
(1) data collection and cleaning; (2) signal preprocessing, synchronization, and integration; (3) feature extraction and selection; and (4) machine learning model training and validation. A comprehensive overview of all these stages can be found in our review on emotion recognition using wearables...
as a benchmark," Diemerling explained. "Had the models outperformed humans, it could mean that there might be patterns that are not recognizable by us." The fact that untrained humans and models performed similarly may mean that both rely on resembling recognition patterns, the researchers said...
This study aimed to explore models to identify a human by using face recognition techniques. Data were collected from Cohn-Kanade dataset composed of 398 photos having face emotion labeled with eight emotions (i.e., neutral, angry, disgusted, fearful, happy, sad, and surprised). Multi-layer ...
The paper presents the approach of emotion recognition for text data in Russian. To conduct an emotion analysis, a method was created based on vector representations of words obtained by the ELMo language model, and subsequent processing by an ensemble classifier. To configure and test the created...